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2014 | OriginalPaper | Buchkapitel

4. Location-Based Social Networks

verfasst von : Panagiotis Symeonidis, Dimitrios Ntempos, Yannis Manolopoulos

Erschienen in: Recommender Systems for Location-based Social Networks

Verlag: Springer New York

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Abstract

Location-based Social Networks (LBSNs) can be considered as a special Online Social Network (OSN) category. Actually, an LBSN has the same OSN’s properties, but considers location as the core object of its structure. This chapter initially provides some definitions and basic services that are offered by LBSNs, a brief literature review, and two commercial paradigms of LBSNs. Additionally, a few location-based research projects are presented. Moreover, there is an economic and social report regarding LBSNs, which aims to investigate the field under a different, more market oriented prism. The last section provides an example of how a recommender system can benefit an LBSN.

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Literatur
1.
Zurück zum Zitat L. Backstrom, E. Sun, C. Marlow, Find me if you can: improving geographical prediction with social and spatial proximity, in Proceedings of the 19th International Conference on World Wide Web (WWW), Raleigh, NC (2010), pp. 61–70 L. Backstrom, E. Sun, C. Marlow, Find me if you can: improving geographical prediction with social and spatial proximity, in Proceedings of the 19th International Conference on World Wide Web (WWW), Raleigh, NC (2010), pp. 61–70
3.
Zurück zum Zitat C. Biancalana, F. Gasparetti, A. Micarelli, G. Sansonetti, Social tagging for personalized location-based services, in Proceedings of the 2nd ACM CSCW International Workshop on Social Recommender Systems (SRS), Hangzhou (2011) C. Biancalana, F. Gasparetti, A. Micarelli, G. Sansonetti, Social tagging for personalized location-based services, in Proceedings of the 2nd ACM CSCW International Workshop on Social Recommender Systems (SRS), Hangzhou (2011)
4.
Zurück zum Zitat M. Brand, Incremental singular value decomposition of uncertain data with missing values, in Proceedings of the 7th European Conference on Computer Vision (ECCV), Copenhagen (2002), pp. 707–720 M. Brand, Incremental singular value decomposition of uncertain data with missing values, in Proceedings of the 7th European Conference on Computer Vision (ECCV), Copenhagen (2002), pp. 707–720
5.
Zurück zum Zitat T. Camp, J. Boleng, V. Davies, A survey of mobility models for ad hoc network research. Wirel. Commun. Mob. Comput. 2(5), 483–502 (2002)CrossRef T. Camp, J. Boleng, V. Davies, A survey of mobility models for ad hoc network research. Wirel. Commun. Mob. Comput. 2(5), 483–502 (2002)CrossRef
6.
Zurück zum Zitat B. De Longueville, R. Smith, G. Luraschi, “omg, from here, i can see the flames!”: a use case of mining location based social networks to acquire spatio-temporal data on forest fires, in Proceedings of the International Workshop on Location Based Social Networks (LBSN), Seattle, WA (2009), pp. 73–80 B. De Longueville, R. Smith, G. Luraschi, “omg, from here, i can see the flames!”: a use case of mining location based social networks to acquire spatio-temporal data on forest fires, in Proceedings of the International Workshop on Location Based Social Networks (LBSN), Seattle, WA (2009), pp. 73–80
7.
Zurück zum Zitat S. Deterding, D. Dixon, R. Khaled, L. Nacke, From game design elements to gamefulness: defining “gamification”, in Proceedings of the 15th International Academic MindTrek Conference: Envisioning Future Media Environments (MindTrek), Tampere (2011), pp. 9–15 S. Deterding, D. Dixon, R. Khaled, L. Nacke, From game design elements to gamefulness: defining “gamification”, in Proceedings of the 15th International Academic MindTrek Conference: Envisioning Future Media Environments (MindTrek), Tampere (2011), pp. 9–15
8.
Zurück zum Zitat N. Dimokas, D. Katsaros, P. Bozanis, Y. Manolopoulos, Predictive location tracking in cellular and in ad hoc wireless networks. Mob. Intell. 69, 163 (2010)CrossRef N. Dimokas, D. Katsaros, P. Bozanis, Y. Manolopoulos, Predictive location tracking in cellular and in ad hoc wireless networks. Mob. Intell. 69, 163 (2010)CrossRef
9.
Zurück zum Zitat H.P. Hsieh, C.T. Li, Composing traveling paths from location-based services, in Proceedings of the 6th International Conference on Weblogs and Social Media (ICWSM), Dublin (2012) H.P. Hsieh, C.T. Li, Composing traveling paths from location-based services, in Proceedings of the 6th International Conference on Weblogs and Social Media (ICWSM), Dublin (2012)
10.
Zurück zum Zitat A. Jardosh, E.M. Belding-Royer, K.C. Almeroth, S. Suri, Towards realistic mobility models for mobile ad hoc networks, in Proceedings of the 9th Annual International Conference on Mobile Computing and Networking (MobiCom), San Diego, CA (2003), pp. 217–229 A. Jardosh, E.M. Belding-Royer, K.C. Almeroth, S. Suri, Towards realistic mobility models for mobile ad hoc networks, in Proceedings of the 9th Annual International Conference on Mobile Computing and Networking (MobiCom), San Diego, CA (2003), pp. 217–229
11.
Zurück zum Zitat K.W.T. Leung, D.L. Lee, W.C. Lee, Clr: a collaborative location recommendation framework based on co-clustering, in Proceedings of the 34th ACM SIGIR International Conference on Research and Development in Information Retrieval (SIGIR), Beijing (2011), pp. 305–314 K.W.T. Leung, D.L. Lee, W.C. Lee, Clr: a collaborative location recommendation framework based on co-clustering, in Proceedings of the 34th ACM SIGIR International Conference on Research and Development in Information Retrieval (SIGIR), Beijing (2011), pp. 305–314
12.
Zurück zum Zitat N. Li, G. Chen, Analysis of a location-based social network, in Proceedings of the International Conference on Computational Science and Engineering (CSE’2009), vol. 4, Vancouver (2009), pp. 263–270 N. Li, G. Chen, Analysis of a location-based social network, in Proceedings of the International Conference on Computational Science and Engineering (CSE’2009), vol. 4, Vancouver (2009), pp. 263–270
13.
Zurück zum Zitat A. Papadimitriou, P. Symeonidis, Y. Manolopoulos, Friendlink: link prediction in social networks via bounded local path traversal, in Proceedings of the 3rd Conference on Computational Aspects of Social Networks (CASON), Salamanca (2011), pp. 66–71 A. Papadimitriou, P. Symeonidis, Y. Manolopoulos, Friendlink: link prediction in social networks via bounded local path traversal, in Proceedings of the 3rd Conference on Computational Aspects of Social Networks (CASON), Salamanca (2011), pp. 66–71
14.
Zurück zum Zitat F. Ricci, Mobile recommender systems. Inf. Technol. Tourism 12(3), 205–231 (2010)CrossRef F. Ricci, Mobile recommender systems. Inf. Technol. Tourism 12(3), 205–231 (2010)CrossRef
15.
Zurück zum Zitat T. Sakaki, M. Okazaki, Y. Matsuo, Earthquake shakes twitter users: real-time event detection by social sensors, in Proceedings of the 19th International Conference on World Wide Web (WWW), Raleigh, NC (2010), pp. 851–860 T. Sakaki, M. Okazaki, Y. Matsuo, Earthquake shakes twitter users: real-time event detection by social sensors, in Proceedings of the 19th International Conference on World Wide Web (WWW), Raleigh, NC (2010), pp. 851–860
16.
Zurück zum Zitat M. Sattari, I. Toroslu, P. Senkul, M. Manguoglu, P. Symeonidis, Y. Manolopoulos, Geo-activity recommendations by using improved feature combination, in Proceedings of the 4rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks (LBSN), Pittsburgh, PA (2012), pp. 996–1003 M. Sattari, I. Toroslu, P. Senkul, M. Manguoglu, P. Symeonidis, Y. Manolopoulos, Geo-activity recommendations by using improved feature combination, in Proceedings of the 4rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks (LBSN), Pittsburgh, PA (2012), pp. 996–1003
17.
Zurück zum Zitat N.S. Savage, M. Baranski, N.E. Chavez, I’m feeling loco: a location based context aware recommendation system, in Proceedings of the 8th International Symposium on Location-Based Services (LBS), Vienna (2011), pp. 37–54 N.S. Savage, M. Baranski, N.E. Chavez, I’m feeling loco: a location based context aware recommendation system, in Proceedings of the 8th International Symposium on Location-Based Services (LBS), Vienna (2011), pp. 37–54
18.
Zurück zum Zitat S. Scellato, C. Mascolo, M. Musolesi, V. Latora, Distance matters: geo-social metrics for online social networks, in Proceedings of the 3rd Conference on Online Social Networks (WOSN), Boston, MA (2010), p. 8 S. Scellato, C. Mascolo, M. Musolesi, V. Latora, Distance matters: geo-social metrics for online social networks, in Proceedings of the 3rd Conference on Online Social Networks (WOSN), Boston, MA (2010), p. 8
19.
Zurück zum Zitat S. Scellato, A. Noulas, R. Lambiotte, C. Mascolo, Socio-spatial properties of online location-based social networks, in Proceedings of the 5th International Conference on Weblogs and Social Media (ICWSM), Barcelona (2011), pp. 329–336 S. Scellato, A. Noulas, R. Lambiotte, C. Mascolo, Socio-spatial properties of online location-based social networks, in Proceedings of the 5th International Conference on Weblogs and Social Media (ICWSM), Barcelona (2011), pp. 329–336
20.
Zurück zum Zitat P. Symeonidis, A. Papadimitriou, Y. Manolopoulos, P. Senkul, I. Toroslu, Geo-social recommendations based on incremental tensor reduction and local path traversal, in Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks (LBSN), Chicago, IL (2011), pp. 89–96 P. Symeonidis, A. Papadimitriou, Y. Manolopoulos, P. Senkul, I. Toroslu, Geo-social recommendations based on incremental tensor reduction and local path traversal, in Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks (LBSN), Chicago, IL (2011), pp. 89–96
21.
Zurück zum Zitat Y. Takeuchi, M. Sugimoto, An outdoor recommendation system based on user location history, in Proceedings of the 3rd International Conference on Ubiquitous Intelligence and Computing (UIC), Wuhan (2006), pp. 625–636 Y. Takeuchi, M. Sugimoto, An outdoor recommendation system based on user location history, in Proceedings of the 3rd International Conference on Ubiquitous Intelligence and Computing (UIC), Wuhan (2006), pp. 625–636
22.
Zurück zum Zitat M. Wedel, R. Rust, T.S. Chung, Up close and personalized: a marketing view of recommendation systems, in Proceedings of the 3rd ACM Conference on Recommender Systems (RecSys), New York, NY (2009), pp. 3–4 M. Wedel, R. Rust, T.S. Chung, Up close and personalized: a marketing view of recommendation systems, in Proceedings of the 3rd ACM Conference on Recommender Systems (RecSys), New York, NY (2009), pp. 3–4
23.
Zurück zum Zitat Y. Zheng, X. Zhou, Computing with Spatial Trajectories (Springer, Berlin, 2011)CrossRef Y. Zheng, X. Zhou, Computing with Spatial Trajectories (Springer, Berlin, 2011)CrossRef
24.
Zurück zum Zitat V. Zheng, B. Cao, Y. Zheng, X. Xie, Q. Yang, Collaborative filtering meets mobile recommendation: a user-centered approach, in Proceedings of the 24th AAAI Conference on Artificial Intelligence (AAAI), Atlanta, GA (2010), pp. 236–241 V. Zheng, B. Cao, Y. Zheng, X. Xie, Q. Yang, Collaborative filtering meets mobile recommendation: a user-centered approach, in Proceedings of the 24th AAAI Conference on Artificial Intelligence (AAAI), Atlanta, GA (2010), pp. 236–241
25.
Zurück zum Zitat V. Zheng, Y. Zheng, X. Xie, Q. Yang, Collaborative location and activity recommendations with GPS history data, in Proceedings of the 19th International Conference on World Wide Web (WWW), New York, NY (2010), pp. 1029–1038 V. Zheng, Y. Zheng, X. Xie, Q. Yang, Collaborative location and activity recommendations with GPS history data, in Proceedings of the 19th International Conference on World Wide Web (WWW), New York, NY (2010), pp. 1029–1038
26.
Zurück zum Zitat V. Zheng, Y. Zheng, X. Xie, Q. Yang, Towards mobile intelligence: learning from GPS history data for collaborative recommendation. Artif. Intell. 184–185, 17–37 (2012)CrossRefMathSciNet V. Zheng, Y. Zheng, X. Xie, Q. Yang, Towards mobile intelligence: learning from GPS history data for collaborative recommendation. Artif. Intell. 184–185, 17–37 (2012)CrossRefMathSciNet
Metadaten
Titel
Location-Based Social Networks
verfasst von
Panagiotis Symeonidis
Dimitrios Ntempos
Yannis Manolopoulos
Copyright-Jahr
2014
Verlag
Springer New York
DOI
https://doi.org/10.1007/978-1-4939-0286-6_4